We also identified pleural effusion predictive gene signatures, including TMPRSS3, MS4A7, NAPSA, and IGFBP2, while liver metastasis predictive markers included WFDC2, HSPB1, COX6C, APOE, and TUBA1A (Fig. 2M). This evidence concerns the gene APOE and Pleural effusion.